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Revisiting economic diversification in Africa's largest resource-rich nation: Empirical insights from unsupervised machine learning

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  • Awe, Olushina Olawale
  • Musa, Ann Precious
  • Sanusi, Gbenga Peter

Abstract

Nigeria, as the heartbeat of Africa and the largest resource-rich nation in the continent has been economically bedridden in recent times. This is mainly due to the lack of diversification of its economy and resources. This paper deals with the analysis of the Nigerian economy with a view of determining the constituents of its economic growth using cluster analysis-(an unsupervised machine learning) approach. Results from the two cluster analysis approaches used-(K-Means and Hierarchical Clustering) indicates that crude oil contributes mainly to the Nigerian economy in terms of revenue and it is clearly distinct from other resources/sectors which makes up the components of revenue generation in Nigeria. Spearman's correlation analysis shows that all the economic indicators considered are highly correlated with each other except with Petroleum and Solid Minerals. This is not unconnected with the fact that the Nigerian economy has been largely dependent on oil revenue over the years, besides the fact that sectorial linkages are limited. Policies aimed at the diversification of the Nigerian economy and promoting value chain across sectors is sine qua non to economic progress. The need to ensure that other sectors contribute meaningfully and tangibly to the Nigerian economy in the post-pandemic era should be revisited.

Suggested Citation

  • Awe, Olushina Olawale & Musa, Ann Precious & Sanusi, Gbenga Peter, 2023. "Revisiting economic diversification in Africa's largest resource-rich nation: Empirical insights from unsupervised machine learning," Resources Policy, Elsevier, vol. 82(C).
    • Handle: RePEc:eee:jrpoli:v:82:y:2023:i:c:s0301420723002519
    DOI: 10.1016/j.resourpol.2023.103540
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    References listed on IDEAS

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    1. McMillan, Margaret & Rodrik, Dani & Verduzco-Gallo, Íñigo, 2014. "Globalization, Structural Change, and Productivity Growth, with an Update on Africa," World Development, Elsevier, vol. 63(C), pages 11-32.
    2. Manuel Carlos Nogueira & Mara Madaleno, 2021. "Are International Indices Good Predictors of Economic Growth? Panel Data and Cluster Analysis for European Union Countries," Sustainability, MDPI, vol. 13(11), pages 1-24, May.
    3. Muhammad Zayyanu Bello & Chika Umar Aliyu, 2016. "Diversification of the Nigerian Economy for Sustainable Development: Issues and Challenges," International Journal of Economics, Business and Management Studies, Pacharapa Naka, vol. 3(2), pages 75-81.
    4. Hongbo Liu & Hanho Kim & Shuanglu Liang & Oh-Sang Kwon, 2018. "Export Diversification and Ecological Footprint: A Comparative Study on EKC Theory among Korea, Japan, and China," Sustainability, MDPI, vol. 10(10), pages 1-12, October.
    5. William Easterly & Ariell Reshef, 2014. "African Export Successes: Surprises, Stylized Facts, and Explanations," NBER Chapters, in: African Successes, Volume III: Modernization and Development, pages 297-342, National Bureau of Economic Research, Inc.
    6. Muhammad Zayyanu Bello & Chika Umar Aliyu, 2016. "Diversification of the Nigerian Economy for Sustainable Development: Issues and Challenges," International Journal of Economics, Business and Management Studies, Online Science Publishing, vol. 3(2), pages 75-81.
    7. Feenstra, Robert & Kee, Hiau Looi, 2008. "Export variety and country productivity: Estimating the monopolistic competition model with endogenous productivity," Journal of International Economics, Elsevier, vol. 74(2), pages 500-518, March.
    8. Dani Rodrik, 2016. "Premature deindustrialization," Journal of Economic Growth, Springer, vol. 21(1), pages 1-33, March.
    9. Awe, O. O. & Akinlana, D. M. & Yaya, O. S. & Aromolaran, O., 2018. "Time Series Analysis of the Behaviour of Import and Export of Agricultural and Non-Agricultural Goods in West Africa: A Case Study of Nigeria," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 10(2).
    10. Awe, Olushina Olawale & Dias, Ronaldo, 2022. "Comparative Analysis of ARIMA and Artificial Neural Network Techniques for Forecasting Non-Stationary Agricultural Output Time Series," AGRIS on-line Papers in Economics and Informatics, Czech University of Life Sciences Prague, Faculty of Economics and Management, vol. 14(4), December.
    11. Kathleen Beegle & Luc Christiaensen, 2019. "Accelerating Poverty Reduction in Africa [Accélérer la réduction de la pauvreté en Afrique]," World Bank Publications - Books, The World Bank Group, number 32354.
    12. Smith I. Azubuike & Susan Nakanwagi & Jaqueline Pinto, 2023. "Mining Resource Corridor development in Nigeria: critical considerations and actions for a diversified and sustainable economic future," Mineral Economics, Springer;Raw Materials Group (RMG);Luleå University of Technology, vol. 36(1), pages 59-75, January.
    13. Michiko Iizuka & Mulu Gebreeyesus, 2017. "Using Functions of Innovation Systems to Understand the Successful Emergence of Non-traditional Agricultural Export Industries in Developing Countries: Cases from Ethiopia and Chile," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 29(2), pages 384-403, April.
    14. Olushina Olawale Awe & Luis Alberiko Gil-Alana, 2019. "Time series analysis of economic growth rate series in Nigeria: structural breaks, non-linearities and reasons behind the recent recession," Applied Economics, Taylor & Francis Journals, vol. 51(50), pages 5482-5489, October.
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